{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data augmentation for time-series data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### This is a simple example to apply data augmentation to time-series data (e.g. wearable sensor data). If it helps your research, please cite the below paper. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "T. T. Um et al., “Data augmentation of wearable sensor data for parkinson’s disease monitoring using convolutional neural networks,” in Proceedings of the 19th ACM International Conference on Multimodal Interaction, ser. ICMI 2017. New York, NY, USA: ACM, 2017, pp. 216–220. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://dl.acm.org/citation.cfm?id=3136817\n",
    "\n",
    "https://arxiv.org/abs/1706.00527"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@inproceedings{TerryUm_ICMI2017,\n",
    " author = {Um, Terry T. and Pfister, Franz M. J. and Pichler, Daniel and Endo, Satoshi and Lang, Muriel and Hirche, Sandra and Fietzek, Urban and Kuli\\'{c}, Dana},\n",
    " title = {Data Augmentation of Wearable Sensor Data for Parkinson's Disease Monitoring Using Convolutional Neural Networks},\n",
    " booktitle = {Proceedings of the 19th ACM International Conference on Multimodal Interaction},\n",
    " series = {ICMI 2017},\n",
    " year = {2017},\n",
    " isbn = {978-1-4503-5543-8},\n",
    " location = {Glasgow, UK},\n",
    " pages = {216--220},\n",
    " numpages = {5},\n",
    " doi = {10.1145/3136755.3136817},\n",
    " acmid = {3136817},\n",
    " publisher = {ACM},\n",
    " address = {New York, NY, USA},\n",
    " keywords = {Parkinson\\&\\#39;s disease, convolutional neural networks, data augmentation, health monitoring, motor state detection, wearable sensor},\n",
    "} "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### You can freely modify this code for your own purpose. However, please leave the above citation information untouched when you redistributed the code to others. Please contact me via email if you have any questions. Your contributions on the code are always welcome. Thank you."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Terry Taewoong Um (terry.t.um@gmail.com)\n",
    "\n",
    "https://twitter.com/TerryUm_ML\n",
    "\n",
    "https://github.com/terryum/Data-Augmentation-For-Wearable-Sensor-Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.interpolate import CubicSpline      # for warping\n",
    "from transforms3d.axangles import axangle2mat  # for rotation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3600, 3)\n"
     ]
    }
   ],
   "source": [
    "myX = np.load('X_sample.npy')\n",
    "print(myX.shape)  ## 3600 samples (Time) * 3 features (X,Y,Z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Make sure that your data are asssume to have (time*feat) dimension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 3600, -1.5, 1.5]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(myX)\n",
    "plt.title(\"An example of 1min acceleration data\")\n",
    "plt.axis([0,3600,-1.5,1.5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Jittering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  sigma = standard devitation (STD) of the noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_Jitter(X, sigma=0.05):\n",
    "    myNoise = np.random.normal(loc=0, scale=sigma, size=X.shape)\n",
    "    return X+myNoise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_Jitter(myX, sigma))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Scaling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  sigma = STD of the zoom-in/out factor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_Scaling(X, sigma=0.1):\n",
    "    scalingFactor = np.random.normal(loc=1.0, scale=sigma, size=(1,X.shape[1])) # shape=(1,3)\n",
    "    myNoise = np.matmul(np.ones((X.shape[0],1)), scalingFactor)\n",
    "    return X*myNoise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_Scaling(myX, sigma))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Magnitude Warping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  sigma = STD of the random knots for generating curves\n",
    "\n",
    "#### knot = # of knots for the random curves (complexity of the curves)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"Scaling\" can be considered as \"applying constant noise to the entire samples\" whereas \"Jittering\" can be considered as \"applying different noise to each sample\". "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\"Magnitude Warping\" can be considered as \"applying smoothly-varing noise to the entire samples\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = 0.2\n",
    "knot = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "## This example using cubic splice is not the best approach to generate random curves. \n",
    "## You can use other aprroaches, e.g., Gaussian process regression, Bezier curve, etc.\n",
    "def GenerateRandomCurves(X, sigma=0.2, knot=4):\n",
    "    xx = (np.ones((X.shape[1],1))*(np.arange(0,X.shape[0], (X.shape[0]-1)/(knot+1)))).transpose()\n",
    "    yy = np.random.normal(loc=1.0, scale=sigma, size=(knot+2, X.shape[1]))\n",
    "    x_range = np.arange(X.shape[0])\n",
    "    cs_x = CubicSpline(xx[:,0], yy[:,0])\n",
    "    cs_y = CubicSpline(xx[:,1], yy[:,1])\n",
    "    cs_z = CubicSpline(xx[:,2], yy[:,2])\n",
    "    return np.array([cs_x(x_range),cs_y(x_range),cs_z(x_range)]).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Random curves around 1.0\n",
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(GenerateRandomCurves(myX, sigma))\n",
    "    plt.axis([0,3600,-0.5,2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_MagWarp(X, sigma):\n",
    "    return X * GenerateRandomCurves(X, sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_MagWarp(myX, sigma))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Time Warping"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  sigma = STD of the random knots for generating curves\n",
    "\n",
    "#### knot = # of knots for the random curves (complexity of the curves)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sigma = 0.2\n",
    "knot = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DistortTimesteps(X, sigma=0.2):\n",
    "    tt = GenerateRandomCurves(X, sigma) # Regard these samples aroun 1 as time intervals\n",
    "    tt_cum = np.cumsum(tt, axis=0)        # Add intervals to make a cumulative graph\n",
    "    # Make the last value to have X.shape[0]\n",
    "    t_scale = [(X.shape[0]-1)/tt_cum[-1,0],(X.shape[0]-1)/tt_cum[-1,1],(X.shape[0]-1)/tt_cum[-1,2]]\n",
    "    tt_cum[:,0] = tt_cum[:,0]*t_scale[0]\n",
    "    tt_cum[:,1] = tt_cum[:,1]*t_scale[1]\n",
    "    tt_cum[:,2] = tt_cum[:,2]*t_scale[2]\n",
    "    return tt_cum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Random curves around 1.0\n",
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DistortTimesteps(myX, sigma))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([0,3600])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_TimeWarp(X, sigma=0.2):\n",
    "    tt_new = DistortTimesteps(X, sigma)\n",
    "    X_new = np.zeros(X.shape)\n",
    "    x_range = np.arange(X.shape[0])\n",
    "    X_new[:,0] = np.interp(x_range, tt_new[:,0], X[:,0])\n",
    "    X_new[:,1] = np.interp(x_range, tt_new[:,1], X[:,1])\n",
    "    X_new[:,2] = np.interp(x_range, tt_new[:,2], X[:,2])\n",
    "    return X_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_TimeWarp(myX, sigma))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Rotation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  N/A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_Rotation(X):\n",
    "    axis = np.random.uniform(low=-1, high=1, size=X.shape[1])\n",
    "    angle = np.random.uniform(low=-np.pi, high=np.pi)\n",
    "    return np.matmul(X , axangle2mat(axis,angle))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_Rotation(myX))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Permutation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  nPerm = # of segments to permute\n",
    "#### minSegLength = allowable minimum length for each segment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "nPerm = 4\n",
    "minSegLength = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_Permutation(X, nPerm=4, minSegLength=10):\n",
    "    X_new = np.zeros(X.shape)\n",
    "    idx = np.random.permutation(nPerm)\n",
    "    bWhile = True\n",
    "    while bWhile == True:\n",
    "        segs = np.zeros(nPerm+1, dtype=int)\n",
    "        segs[1:-1] = np.sort(np.random.randint(minSegLength, X.shape[0]-minSegLength, nPerm-1))\n",
    "        segs[-1] = X.shape[0]\n",
    "        if np.min(segs[1:]-segs[0:-1]) > minSegLength:\n",
    "            bWhile = False\n",
    "    pp = 0\n",
    "    for ii in range(nPerm):\n",
    "        x_temp = X[segs[idx[ii]]:segs[idx[ii]+1],:]\n",
    "        X_new[pp:pp+len(x_temp),:] = x_temp\n",
    "        pp += len(x_temp)\n",
    "    return(X_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_Permutation(myX))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Random Sampling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hyperparameters :  nSample = # of subsamples (nSample <= X.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This approach is similar to TimeWarp, but will use only subsamples (not all samples) for interpolation. (Using TimeWarp is more recommended)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "nSample = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "def RandSampleTimesteps(X, nSample=1000):\n",
    "    X_new = np.zeros(X.shape)\n",
    "    tt = np.zeros((nSample,X.shape[1]), dtype=int)\n",
    "    tt[1:-1,0] = np.sort(np.random.randint(1,X.shape[0]-1,nSample-2))\n",
    "    tt[1:-1,1] = np.sort(np.random.randint(1,X.shape[0]-1,nSample-2))\n",
    "    tt[1:-1,2] = np.sort(np.random.randint(1,X.shape[0]-1,nSample-2))\n",
    "    tt[-1,:] = X.shape[0]-1\n",
    "    return tt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DA_RandSampling(X, nSample=1000):\n",
    "    tt = RandSampleTimesteps(X, nSample)\n",
    "    X_new = np.zeros(X.shape)\n",
    "    X_new[:,0] = np.interp(np.arange(X.shape[0]), tt[:,0], X[tt[:,0],0])\n",
    "    X_new[:,1] = np.interp(np.arange(X.shape[0]), tt[:,1], X[tt[:,1],1])\n",
    "    X_new[:,2] = np.interp(np.arange(X.shape[0]), tt[:,2], X[tt[:,2],2])\n",
    "    return X_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_RandSampling(myX))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. Combinations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can combine any of the above data augmentation techiniques. For example, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Rotation + Permutation\n",
    "fig = plt.figure(figsize=(15,4))\n",
    "for ii in range(8):\n",
    "    ax = fig.add_subplot(2,4,ii+1)\n",
    "    ax.plot(DA_Rotation(DA_Permutation(myX, nPerm=4)))\n",
    "    ax.set_xlim([0,3600])\n",
    "    ax.set_ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
